TheWell
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Autoregressive rollout prediction | TheWell-ASM steps 21-60 T ∈ [21: 60] (test) | VRMSE0.0268 | 20 | |
| One-step prediction | VI (TheWell) 1.0 (test) | VRMSE0.0295 | 12 | |
| One-step prediction | TheWell TRL2D 1.0 (test) | VRMSE0.0831 | 12 | |
| One-step prediction | TheWell SF 1.0 (test) | VRMSE0.0012 | 12 | |
| One-step prediction | TheWell RB 1.0 (test) | VRMSE0.0059 | 12 | |
| One-step prediction | HS (TheWell) 1.0 (test) | VRMSE0.0003 | 12 | |
| One-step prediction | TheWell GS 1.0 (test) | VRMSE0.0001 | 11 | |
| Short-horizon rollout prediction (T=[1:20]) | TheWell VI 1.0 (test) | VRMSE0.0373 | 8 | |
| Short-horizon rollout prediction (T=[1:20]) | TheWell AM 1.0 (test) | VRMSE0.1262 | 8 | |
| Short-horizon rollout prediction (T=[1:20]) | TheWell TRL2D 1.0 (test) | VRMSE0.3362 | 8 | |
| Short-horizon rollout prediction (T=[1:20]) | TheWell SF 1.0 (test) | VRMSE0.0146 | 8 | |
| Short-horizon rollout prediction (T=[1:20]) | TheWell RB 1.0 (test) | VRMSE0.0992 | 8 | |
| Short-horizon rollout prediction (T=[1:20]) | TheWell HS 1.0 (test) | VRMSE0.0008 | 8 | |
| Short-horizon rollout prediction (T=[1:20]) | TheWell ASM 1.0 (test) | VRMSE0.0153 | 8 | |
| Autoregressive rollout prediction | TheWell-AM T ∈ [21: 60] (test) | VRMSE1.2451 | 8 | |
| Autoregressive rollout prediction | TheWell TRL2D T ∈ [21: 60] (test) | VRMSE0.7986 | 8 | |
| Autoregressive rollout prediction | TheWell-SF T ∈ [21: 60] (test) | VRMSE0.081 | 8 | |
| Short-horizon rollout prediction (T=[1:20]) | TheWell GS 1.0 (test) | VRMSE0.0278 | 7 | |
| Long-horizon rollout prediction | TheWell Long-horizon, T ∈ [21, 60] | Average Rank2.14 | 6 | |
| Short-horizon rollout prediction | TheWell Short-horizon, T ∈ [1, 20] | Average Rank1.75 | 6 | |
| One-step prediction | TheWell One-step | Average Rank1.44 | 6 | |
| Short-horizon Rollout Forecasting | TheWell VI | VRMSE0.0373 | 4 | |
| Short-horizon Rollout Forecasting | TheWell GS | VRMSE0.0278 | 4 | |
| Short-horizon Rollout Forecasting | TheWell AM | VRMSE0.1262 | 4 | |
| Short-horizon Rollout Forecasting | TheWell TRL2D | VRMSE0.3362 | 4 |
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